Overview
Brought to you by YData
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 1326 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 28 |
| Duplicate rows (%) | 2.1% |
| Total size in memory | 124.4 KiB |
| Average record size in memory | 96.1 B |
Variable types
| Numeric | 12 |
|---|
| Dataset has 28 (2.1%) duplicate rows | Duplicates |
L1 is highly overall correlated with L4 and 2 other fields | High correlation |
L2 is highly overall correlated with L3 and 2 other fields | High correlation |
L3 is highly overall correlated with L2 and 3 other fields | High correlation |
L4 is highly overall correlated with L1 and 2 other fields | High correlation |
L5 is highly overall correlated with L1 and 2 other fields | High correlation |
L7 is highly overall correlated with L2 and 1 other fields | High correlation |
L8 is highly overall correlated with L1 and 3 other fields | High correlation |
L6 is highly skewed (γ1 = 23.56039107) | Skewed |
L9 is highly skewed (γ1 = 25.15595617) | Skewed |
L10 is highly skewed (γ1 = 33.94019527) | Skewed |
L11 is highly skewed (γ1 = 26.23626455) | Skewed |
L1 has 1001 (75.5%) zeros | Zeros |
L2 has 1153 (87.0%) zeros | Zeros |
L3 has 1154 (87.0%) zeros | Zeros |
L4 has 1070 (80.7%) zeros | Zeros |
L5 has 1002 (75.6%) zeros | Zeros |
L6 has 1280 (96.5%) zeros | Zeros |
L7 has 1218 (91.9%) zeros | Zeros |
L8 has 1025 (77.3%) zeros | Zeros |
L9 has 1308 (98.6%) zeros | Zeros |
L10 has 1321 (99.6%) zeros | Zeros |
L11 has 1320 (99.5%) zeros | Zeros |
L12 has 1316 (99.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-16 05:03:59.295974 |
|---|---|
| Analysis finished | 2024-12-16 05:04:14.450512 |
| Duration | 15.15 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
L1
Real number (ℝ)
High correlation Zeros
| Distinct | 124 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14405128 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1001 |
| Zeros (%) | 75.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.98675 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.29094754 |
|---|---|
| Coefficient of variation (CV) | 2.0197498 |
| Kurtosis | 2.2975753 |
| Mean | 0.14405128 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.9098804 |
| Sum | 191.012 |
| Variance | 0.084650473 |
| Monotonicity | Decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1001 | |
| 1 | 67 | 5.1% |
| 0.5 | 33 | 2.5% |
| 0.333 | 15 | 1.1% |
| 0.667 | 13 | 1.0% |
| 0.25 | 11 | 0.8% |
| 0.75 | 11 | 0.8% |
| 0.4 | 9 | 0.7% |
| 0.833 | 7 | 0.5% |
| 0.286 | 6 | 0.5% |
| Other values (114) | 153 | 11.5% |
| Value | Count | Frequency (%) |
| 0 | 1001 | |
| 0.059 | 1 | 0.1% |
| 0.067 | 1 | 0.1% |
| 0.071 | 1 | 0.1% |
| 0.077 | 1 | 0.1% |
| 0.083 | 1 | 0.1% |
| 0.1 | 1 | 0.1% |
| 0.103 | 1 | 0.1% |
| 0.105 | 1 | 0.1% |
| 0.111 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 67 | |
| 0.947 | 1 | 0.1% |
| 0.933 | 1 | 0.1% |
| 0.923 | 1 | 0.1% |
| 0.909 | 4 | 0.3% |
| 0.895 | 1 | 0.1% |
| 0.857 | 2 | 0.2% |
| 0.833 | 7 | 0.5% |
| 0.818 | 1 | 0.1% |
| 0.812 | 1 | 0.1% |
L2
Real number (ℝ)
High correlation Zeros
| Distinct | 92 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.045003017 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1153 |
| Zeros (%) | 87.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.3 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.16091308 |
|---|---|
| Coefficient of variation (CV) | 3.5756065 |
| Kurtosis | 21.740831 |
| Mean | 0.045003017 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.5575525 |
| Sum | 59.674 |
| Variance | 0.025893019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1153 | |
| 1 | 21 | 1.6% |
| 0.143 | 8 | 0.6% |
| 0.25 | 7 | 0.5% |
| 0.333 | 7 | 0.5% |
| 0.111 | 6 | 0.5% |
| 0.2 | 6 | 0.5% |
| 0.5 | 6 | 0.5% |
| 0.667 | 4 | 0.3% |
| 0.059 | 4 | 0.3% |
| Other values (82) | 104 | 7.8% |
| Value | Count | Frequency (%) |
| 0 | 1153 | |
| 0.006 | 1 | 0.1% |
| 0.007 | 1 | 0.1% |
| 0.015 | 1 | 0.1% |
| 0.023 | 1 | 0.1% |
| 0.033 | 3 | 0.2% |
| 0.034 | 1 | 0.1% |
| 0.042 | 1 | 0.1% |
| 0.043 | 1 | 0.1% |
| 0.047 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 21 | |
| 0.941 | 1 | 0.1% |
| 0.857 | 1 | 0.1% |
| 0.833 | 1 | 0.1% |
| 0.8 | 3 | 0.2% |
| 0.75 | 2 | 0.2% |
| 0.667 | 4 | 0.3% |
| 0.6 | 1 | 0.1% |
| 0.571 | 1 | 0.1% |
| 0.556 | 1 | 0.1% |
L3
Real number (ℝ)
High correlation Zeros
| Distinct | 97 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0380181 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1154 |
| Zeros (%) | 87.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.286 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.12922582 |
|---|---|
| Coefficient of variation (CV) | 3.3990604 |
| Kurtosis | 24.494251 |
| Mean | 0.0380181 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.5841546 |
| Sum | 50.412 |
| Variance | 0.016699311 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1154 | |
| 0.2 | 11 | 0.8% |
| 0.25 | 9 | 0.7% |
| 1 | 8 | 0.6% |
| 0.5 | 8 | 0.6% |
| 0.333 | 7 | 0.5% |
| 0.167 | 6 | 0.5% |
| 0.4 | 5 | 0.4% |
| 0.286 | 4 | 0.3% |
| 0.063 | 3 | 0.2% |
| Other values (87) | 111 | 8.4% |
| Value | Count | Frequency (%) |
| 0 | 1154 | |
| 0.028 | 1 | 0.1% |
| 0.032 | 1 | 0.1% |
| 0.033 | 1 | 0.1% |
| 0.034 | 1 | 0.1% |
| 0.038 | 1 | 0.1% |
| 0.043 | 2 | 0.2% |
| 0.047 | 1 | 0.1% |
| 0.051 | 1 | 0.1% |
| 0.053 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 8 | |
| 0.833 | 1 | 0.1% |
| 0.8 | 2 | 0.2% |
| 0.75 | 2 | 0.2% |
| 0.667 | 1 | 0.1% |
| 0.625 | 1 | 0.1% |
| 0.571 | 2 | 0.2% |
| 0.545 | 2 | 0.2% |
| 0.538 | 1 | 0.1% |
| 0.52 | 1 | 0.1% |
L4
Real number (ℝ)
High correlation Zeros
| Distinct | 103 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.082401207 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1070 |
| Zeros (%) | 80.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.60975 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.22053185 |
|---|---|
| Coefficient of variation (CV) | 2.6763182 |
| Kurtosis | 9.125015 |
| Mean | 0.082401207 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.1067249 |
| Sum | 109.264 |
| Variance | 0.048634295 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1070 | |
| 1 | 47 | 3.5% |
| 0.5 | 18 | 1.4% |
| 0.25 | 16 | 1.2% |
| 0.667 | 11 | 0.8% |
| 0.333 | 11 | 0.8% |
| 0.2 | 8 | 0.6% |
| 0.167 | 7 | 0.5% |
| 0.111 | 5 | 0.4% |
| 0.143 | 5 | 0.4% |
| Other values (93) | 128 | 9.7% |
| Value | Count | Frequency (%) |
| 0 | 1070 | |
| 0.026 | 1 | 0.1% |
| 0.028 | 1 | 0.1% |
| 0.029 | 1 | 0.1% |
| 0.037 | 1 | 0.1% |
| 0.044 | 1 | 0.1% |
| 0.045 | 1 | 0.1% |
| 0.053 | 3 | 0.2% |
| 0.056 | 1 | 0.1% |
| 0.059 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 47 | |
| 0.9 | 1 | 0.1% |
| 0.818 | 1 | 0.1% |
| 0.778 | 1 | 0.1% |
| 0.75 | 3 | 0.2% |
| 0.667 | 11 | 0.8% |
| 0.625 | 1 | 0.1% |
| 0.615 | 1 | 0.1% |
| 0.613 | 1 | 0.1% |
| 0.6 | 2 | 0.2% |
L5
Real number (ℝ)
High correlation Zeros
| Distinct | 122 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15074962 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1002 |
| Zeros (%) | 75.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.29968744 |
|---|---|
| Coefficient of variation (CV) | 1.9879813 |
| Kurtosis | 1.867856 |
| Mean | 0.15074962 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.8169549 |
| Sum | 199.894 |
| Variance | 0.089812561 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1002 | |
| 1 | 70 | 5.3% |
| 0.5 | 30 | 2.3% |
| 0.75 | 14 | 1.1% |
| 0.667 | 11 | 0.8% |
| 0.333 | 11 | 0.8% |
| 0.8 | 8 | 0.6% |
| 0.4 | 7 | 0.5% |
| 0.25 | 7 | 0.5% |
| 0.833 | 6 | 0.5% |
| Other values (112) | 160 | 12.1% |
| Value | Count | Frequency (%) |
| 0 | 1002 | |
| 0.059 | 1 | 0.1% |
| 0.077 | 1 | 0.1% |
| 0.091 | 2 | 0.2% |
| 0.1 | 2 | 0.2% |
| 0.103 | 1 | 0.1% |
| 0.107 | 1 | 0.1% |
| 0.111 | 5 | 0.4% |
| 0.12 | 1 | 0.1% |
| 0.129 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 70 | |
| 0.947 | 1 | 0.1% |
| 0.917 | 1 | 0.1% |
| 0.915 | 1 | 0.1% |
| 0.909 | 3 | 0.2% |
| 0.867 | 1 | 0.1% |
| 0.865 | 1 | 0.1% |
| 0.864 | 1 | 0.1% |
| 0.857 | 4 | 0.3% |
| 0.846 | 1 | 0.1% |
L6
Real number (ℝ)
Skewed Zeros
| Distinct | 35 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0030301659 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1280 |
| Zeros (%) | 96.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.032422038 |
|---|---|
| Coefficient of variation (CV) | 10.699757 |
| Kurtosis | 685.25487 |
| Mean | 0.0030301659 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.560391 |
| Sum | 4.018 |
| Variance | 0.0010511885 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 0 | 1280 | |
| 0.023 | 4 | 0.3% |
| 0.25 | 3 | 0.2% |
| 0.043 | 3 | 0.2% |
| 0.125 | 2 | 0.2% |
| 0.013 | 2 | 0.2% |
| 0.007 | 2 | 0.2% |
| 0.015 | 2 | 0.2% |
| 0.071 | 2 | 0.2% |
| 0.019 | 1 | 0.1% |
| Other values (25) | 25 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 1280 | |
| 0.004 | 1 | 0.1% |
| 0.005 | 1 | 0.1% |
| 0.007 | 2 | 0.2% |
| 0.011 | 1 | 0.1% |
| 0.013 | 2 | 0.2% |
| 0.015 | 2 | 0.2% |
| 0.016 | 1 | 0.1% |
| 0.019 | 1 | 0.1% |
| 0.02 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 0.25 | 3 | |
| 0.222 | 1 | 0.1% |
| 0.143 | 1 | 0.1% |
| 0.133 | 1 | 0.1% |
| 0.125 | 2 | |
| 0.118 | 1 | 0.1% |
| 0.109 | 1 | 0.1% |
| 0.1 | 1 | 0.1% |
| 0.094 | 1 | 0.1% |
L7
Real number (ℝ)
High correlation Zeros
| Distinct | 65 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.028150075 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1218 |
| Zeros (%) | 91.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.167 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.12776298 |
|---|---|
| Coefficient of variation (CV) | 4.5386372 |
| Kurtosis | 35.739904 |
| Mean | 0.028150075 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.7452148 |
| Sum | 37.327 |
| Variance | 0.016323379 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1218 | |
| 1 | 12 | 0.9% |
| 0.5 | 7 | 0.5% |
| 0.333 | 5 | 0.4% |
| 0.2 | 4 | 0.3% |
| 0.429 | 4 | 0.3% |
| 0.167 | 4 | 0.3% |
| 0.1 | 3 | 0.2% |
| 0.143 | 3 | 0.2% |
| 0.091 | 3 | 0.2% |
| Other values (55) | 63 | 4.8% |
| Value | Count | Frequency (%) |
| 0 | 1218 | |
| 0.007 | 1 | 0.1% |
| 0.011 | 1 | 0.1% |
| 0.019 | 1 | 0.1% |
| 0.023 | 1 | 0.1% |
| 0.034 | 1 | 0.1% |
| 0.035 | 1 | 0.1% |
| 0.038 | 2 | 0.2% |
| 0.042 | 1 | 0.1% |
| 0.048 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 12 | |
| 0.824 | 1 | 0.1% |
| 0.8 | 2 | 0.2% |
| 0.778 | 1 | 0.1% |
| 0.75 | 1 | 0.1% |
| 0.667 | 2 | 0.2% |
| 0.6 | 1 | 0.1% |
| 0.565 | 1 | 0.1% |
| 0.5 | 7 | |
| 0.429 | 4 | 0.3% |
L8
Real number (ℝ)
High correlation Zeros
| Distinct | 114 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11564027 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1025 |
| Zeros (%) | 77.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.78625 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.25537369 |
|---|---|
| Coefficient of variation (CV) | 2.2083457 |
| Kurtosis | 4.5268133 |
| Mean | 0.11564027 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3345498 |
| Sum | 153.339 |
| Variance | 0.065215722 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1025 | |
| 1 | 56 | 4.2% |
| 0.5 | 22 | 1.7% |
| 0.25 | 16 | 1.2% |
| 0.333 | 16 | 1.2% |
| 0.667 | 12 | 0.9% |
| 0.4 | 10 | 0.8% |
| 0.167 | 7 | 0.5% |
| 0.286 | 6 | 0.5% |
| 0.75 | 6 | 0.5% |
| Other values (104) | 150 | 11.3% |
| Value | Count | Frequency (%) |
| 0 | 1025 | |
| 0.058 | 1 | 0.1% |
| 0.065 | 1 | 0.1% |
| 0.067 | 1 | 0.1% |
| 0.068 | 1 | 0.1% |
| 0.091 | 1 | 0.1% |
| 0.105 | 1 | 0.1% |
| 0.111 | 3 | 0.2% |
| 0.114 | 1 | 0.1% |
| 0.118 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 56 | |
| 0.871 | 1 | 0.1% |
| 0.857 | 2 | 0.2% |
| 0.833 | 2 | 0.2% |
| 0.818 | 1 | 0.1% |
| 0.8 | 4 | 0.3% |
| 0.789 | 1 | 0.1% |
| 0.778 | 1 | 0.1% |
| 0.75 | 6 | 0.5% |
| 0.719 | 1 | 0.1% |
L9
Real number (ℝ)
Skewed Zeros
| Distinct | 17 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0021425339 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1308 |
| Zeros (%) | 98.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.03196517 |
|---|---|
| Coefficient of variation (CV) | 14.91933 |
| Kurtosis | 737.2136 |
| Mean | 0.0021425339 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 25.155956 |
| Sum | 2.841 |
| Variance | 0.0010217721 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 1308 | |
| 0.333 | 2 | 0.2% |
| 0.042 | 2 | 0.2% |
| 0.167 | 1 | 0.1% |
| 0.053 | 1 | 0.1% |
| 0.091 | 1 | 0.1% |
| 0.023 | 1 | 0.1% |
| 0.02 | 1 | 0.1% |
| 0.083 | 1 | 0.1% |
| 0.043 | 1 | 0.1% |
| Other values (7) | 7 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 1308 | |
| 0.02 | 1 | 0.1% |
| 0.023 | 1 | 0.1% |
| 0.042 | 2 | 0.2% |
| 0.043 | 1 | 0.1% |
| 0.048 | 1 | 0.1% |
| 0.053 | 1 | 0.1% |
| 0.063 | 1 | 0.1% |
| 0.067 | 1 | 0.1% |
| 0.074 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.333 | 2 | |
| 0.231 | 1 | |
| 0.167 | 1 | |
| 0.128 | 1 | |
| 0.091 | 1 | |
| 0.083 | 1 | |
| 0.074 | 1 | |
| 0.067 | 1 | |
| 0.063 | 1 |
L10
Real number (ℝ)
Skewed Zeros
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00034766214 |
| Minimum | 0 |
|---|---|
| Maximum | 0.333 |
| Zeros | 1321 |
| Zeros (%) | 99.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 0.333 |
| Range | 0.333 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.0093876968 |
|---|---|
| Coefficient of variation (CV) | 27.002356 |
| Kurtosis | 1194.3454 |
| Mean | 0.00034766214 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 33.940195 |
| Sum | 0.461 |
| Variance | 8.8128851 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 1321 | |
| 0.033 | 1 | 0.1% |
| 0.067 | 1 | 0.1% |
| 0.02 | 1 | 0.1% |
| 0.008 | 1 | 0.1% |
| 0.333 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1321 | |
| 0.008 | 1 | 0.1% |
| 0.02 | 1 | 0.1% |
| 0.033 | 1 | 0.1% |
| 0.067 | 1 | 0.1% |
| 0.333 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.333 | 1 | 0.1% |
| 0.067 | 1 | 0.1% |
| 0.033 | 1 | 0.1% |
| 0.02 | 1 | 0.1% |
| 0.008 | 1 | 0.1% |
| 0 | 1321 |
L11
Real number (ℝ)
Skewed Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00022021116 |
| Minimum | 0 |
|---|---|
| Maximum | 0.143 |
| Zeros | 1320 |
| Zeros (%) | 99.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 0.143 |
| Range | 0.143 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.0046631189 |
|---|---|
| Coefficient of variation (CV) | 21.17567 |
| Kurtosis | 740.6579 |
| Mean | 0.00022021116 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 26.236265 |
| Sum | 0.292 |
| Variance | 2.1744678 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 1320 | |
| 0.012 | 1 | 0.1% |
| 0.033 | 1 | 0.1% |
| 0.017 | 1 | 0.1% |
| 0.143 | 1 | 0.1% |
| 0.004 | 1 | 0.1% |
| 0.083 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1320 | |
| 0.004 | 1 | 0.1% |
| 0.012 | 1 | 0.1% |
| 0.017 | 1 | 0.1% |
| 0.033 | 1 | 0.1% |
| 0.083 | 1 | 0.1% |
| 0.143 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.143 | 1 | 0.1% |
| 0.083 | 1 | 0.1% |
| 0.033 | 1 | 0.1% |
| 0.017 | 1 | 0.1% |
| 0.012 | 1 | 0.1% |
| 0.004 | 1 | 0.1% |
| 0 | 1320 |
L12
Real number (ℝ)
Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0027292609 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1316 |
| Zeros (%) | 99.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.039716522 |
|---|---|
| Coefficient of variation (CV) | 14.552116 |
| Kurtosis | 373.80841 |
| Mean | 0.0027292609 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.102248 |
| Sum | 3.619 |
| Variance | 0.0015774021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 1316 | |
| 0.5 | 4 | 0.3% |
| 0.167 | 2 | 0.2% |
| 1 | 1 | 0.1% |
| 0.059 | 1 | 0.1% |
| 0.2 | 1 | 0.1% |
| 0.026 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1316 | |
| 0.026 | 1 | 0.1% |
| 0.059 | 1 | 0.1% |
| 0.167 | 2 | 0.2% |
| 0.2 | 1 | 0.1% |
| 0.5 | 4 | 0.3% |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 0.5 | 4 | 0.3% |
| 0.2 | 1 | 0.1% |
| 0.167 | 2 | 0.2% |
| 0.059 | 1 | 0.1% |
| 0.026 | 1 | 0.1% |
| 0 | 1316 |
Interactions
Correlations
| L1 | L10 | L11 | L12 | L2 | L3 | L4 | L5 | L6 | L7 | L8 | L9 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| L1 | 1.000 | 0.071 | 0.112 | 0.136 | 0.366 | 0.462 | 0.505 | 0.871 | 0.304 | 0.275 | 0.579 | 0.192 |
| L10 | 0.071 | 1.000 | 0.179 | -0.005 | 0.115 | 0.160 | 0.087 | 0.075 | -0.012 | 0.068 | 0.078 | -0.007 |
| L11 | 0.112 | 0.179 | 1.000 | -0.006 | 0.161 | 0.159 | 0.125 | 0.112 | 0.046 | 0.057 | 0.091 | -0.008 |
| L12 | 0.136 | -0.005 | -0.006 | 1.000 | -0.009 | 0.071 | 0.087 | 0.082 | -0.017 | -0.026 | 0.055 | -0.010 |
| L2 | 0.366 | 0.115 | 0.161 | -0.009 | 1.000 | 0.662 | 0.377 | 0.394 | 0.337 | 0.663 | 0.589 | 0.096 |
| L3 | 0.462 | 0.160 | 0.159 | 0.071 | 0.662 | 1.000 | 0.407 | 0.506 | 0.464 | 0.622 | 0.548 | 0.092 |
| L4 | 0.505 | 0.087 | 0.125 | 0.087 | 0.377 | 0.407 | 1.000 | 0.568 | 0.227 | 0.283 | 0.741 | 0.207 |
| L5 | 0.871 | 0.075 | 0.112 | 0.082 | 0.394 | 0.506 | 0.568 | 1.000 | 0.300 | 0.291 | 0.482 | 0.163 |
| L6 | 0.304 | -0.012 | 0.046 | -0.017 | 0.337 | 0.464 | 0.227 | 0.300 | 1.000 | 0.217 | 0.242 | 0.081 |
| L7 | 0.275 | 0.068 | 0.057 | -0.026 | 0.663 | 0.622 | 0.283 | 0.291 | 0.217 | 1.000 | 0.380 | -0.013 |
| L8 | 0.579 | 0.078 | 0.091 | 0.055 | 0.589 | 0.548 | 0.741 | 0.482 | 0.242 | 0.380 | 1.000 | 0.170 |
| L9 | 0.192 | -0.007 | -0.008 | -0.010 | 0.096 | 0.092 | 0.207 | 0.163 | 0.081 | -0.013 | 0.170 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| L1 | L2 | L3 | L4 | L5 | L6 | L7 | L8 | L9 | L10 | L11 | L12 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 4 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 5 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 6 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 7 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 8 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 9 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| L1 | L2 | L3 | L4 | L5 | L6 | L7 | L8 | L9 | L10 | L11 | L12 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1316 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1317 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1318 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1320 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1321 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1322 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1323 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1324 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1325 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Duplicate rows
Most frequently occurring
| L1 | L2 | L3 | L4 | L5 | L6 | L7 | L8 | L9 | L10 | L11 | L12 | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.00 | 0.0 | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 897 |
| 27 | 1.00 | 0.0 | 0.0 | 0.00 | 1.00 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 43 |
| 3 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 0.0 | 0.0 | 1.00 | 0.0 | 0.0 | 0.0 | 0.0 | 27 |
| 25 | 1.00 | 0.0 | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 1.00 | 0.0 | 0.0 | 0.0 | 0.0 | 12 |
| 5 | 0.00 | 0.0 | 0.0 | 1.00 | 1.00 | 0.0 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 11 |
| 8 | 0.00 | 1.0 | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 1.00 | 0.0 | 0.0 | 0.0 | 0.0 | 8 |
| 9 | 0.00 | 1.0 | 0.0 | 0.00 | 0.00 | 0.0 | 1.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 8 |
| 20 | 0.75 | 0.0 | 0.0 | 0.25 | 0.75 | 0.0 | 0.0 | 0.25 | 0.0 | 0.0 | 0.0 | 0.0 | 7 |
| 15 | 0.50 | 0.0 | 0.0 | 0.50 | 0.50 | 0.0 | 0.0 | 0.50 | 0.0 | 0.0 | 0.0 | 0.0 | 5 |
| 6 | 0.00 | 0.0 | 1.0 | 0.00 | 0.00 | 0.0 | 0.0 | 1.00 | 0.0 | 0.0 | 0.0 | 0.0 | 4 |